In this work, the reliability allocation optimization problems in fuzzy environment have been developed and their result have also discussed. The numerical solutions of crisp reliability optimization problems and have been compared and the fuzzy solution and its effectiveness have also been presented and discussed. The penalty function method is developed and mixed with Nelder and Mend’s algorithm of direct optimization problem's solution have been used together to solve this nonlinear programming problem